← All .science files
pmid:26622736
A 10-gene expression signature of Notch pathway predicts recurrence in ovarian carcinoma.
Fang Chen · Naifu Liu
Oncology letters · 2015 doi:10.3892/ol.2015.3382
Paper
complete
Experiment
complete
Data
partial
Analysis
complete
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 2 items
claims array · 3 items
[0] object · 6 fields
[1] object · 6 fields
[2] object · 6 fields
evidence array · 1 item
[0] object · 3 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 58 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 285 items
gaps array · 4 items
analysis object · 4 fields
methods array · 1 item
[0] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 1 item
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 2 items
resolved_accessions array · 2 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 1 item
assets array · 2 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 8 items
assays array · 1 item
[0] object · 11 fields
required_operations array · 1 item
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:26622736", "kind": "science-record", "revision": 3, "content_hash": "sha256:10dd96b8f83715fdff3e77a4c2802413c3902211389839a6ed2e4da0fffb7cd5", "created_at": "2026-11-01T17:31:22Z", "updated_at": "2026-11-01T21:20:17Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A 10-gene expression signature of Notch pathway predicts recurrence in ovarian carcinoma.", "doi": "10.3892/ol.2015.3382", "pmid": "26622736", "authors": ["Fang Chen", "Naifu Liu"], "journal": "Oncology letters", "year": 2015, "abstract": "Patients with ovarian carcinoma are at high risk of tumor recurrence. In the present study, 81 Notch pathway genes were selected to find recurrence-related genes in The Cancer Genome Atlas dataset. A 10-gene signature (FZD4, HES1, PSEN2, JAG2, PPARG, FOS, HEY1, CDC16, MFNG, and EP300) was identified and validated that is associated with recurrence-free survival time, but not with overall survival time, in the TCGA dataset and in other two independent datasets, GSE9891 and GSE30161. This gene signature gave a significant performance in discriminating patients at high risk of recurrence from those at low risk, as measured by the area under the receiver operating characteristic curve. Cox proportional hazards regression analyses demonstrated that the prognostic value of this 10-gene set is independent of other clinical variables in all three datasets. The potential as a biomarker for predicting high- and low-risk subgroups for recurrence in ovarian cancer patients deserves further investigation in prospective patient cohorts in the future.", "claims": [{"id": "claim-method", "statement": "Cox proportional hazards regression analyses demonstrated that the prognostic value of this 10-gene set is independent of other clinical variables in all three datasets.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26622736", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Cox proportional hazards regression analyses demonstrated that the prognostic value of this 10-gene set is independent of other clinical variables in all three datasets."}], "state": "complete"}, {"id": "claim-data-access", "statement": "In the present study, 81 Notch pathway genes were selected to find recurrence-related genes in The Cancer Genome Atlas dataset.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26622736", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "In the present study, 81 Notch pathway genes were selected to find recurrence-related genes in The Cancer Genome Atlas dataset."}], "state": "complete"}, {"id": "claim-target-result", "statement": "A 10-gene signature was identified and validated as associated with recurrence-free survival time in the TCGA dataset and in two independent datasets, GSE9891 and GSE30161.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:26622736", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "A 10-gene signature (FZD4, HES1, PSEN2, JAG2, PPARG, FOS, HEY1, CDC16, MFNG, and EP300) was identified and validated that is associated with recurrence-free survival time, but not with overall survival time, in the TCGA dataset and in other two independent datasets, GSE9891 and GSE30161."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A 10-gene signature was identified and validated as associated with recurrence-free survival time in the TCGA dataset and in two independent datasets, GSE9891 and GSE30161.", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:26622736"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE30161"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE30161"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:26622736", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3892/ol.2015.3382", "sha256": "sha256:374d11e274432d3a6f9461a00f794676972cb4fa41773716ce9fd861ee8a6540", "bytes": 1065, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3892/ol.2015.3382", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC4533720", "source": "ncbi_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE30161", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE30161", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE30161", "version": null, "note": "In the present study, 81 Notch pathway genes were selected to find recurrence-related genes in The Cancer Genome Atlas dataset.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "In the present study, 81 Notch pathway genes were selected to find recurrence-related genes in The Cancer Genome Atlas dataset.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM746861", "GSM746862", "GSM746863", "GSM746864", "GSM746865", "GSM746866", "GSM746867", "GSM746868", "GSM746869", "GSM746870", "GSM746871", "GSM746872", "GSM746873", "GSM746874", "GSM746875", "GSM746876", "GSM746877", "GSM746878", "GSM746879", "GSM746880", "GSM746881", "GSM746882", "GSM746883", "GSM746884", "GSM746885", "GSM746886", "GSM746887", "GSM746888", "GSM746889", "GSM746890", "GSM746891", "GSM746892", "GSM746893", "GSM746894", "GSM746895", "GSM746896", "GSM746897", "GSM746898", "GSM746899", "GSM746900", "GSM746901", "GSM746902", "GSM746903", "GSM746904", "GSM746905", "GSM746906", "GSM746907", "GSM746908", "GSM746909", "GSM746910", "GSM746911", "GSM746912", "GSM746913", "GSM746914", "GSM746915", "GSM746916", "GSM746917", "GSM746918"], "sample_count": 58, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Genomic Multivariate Predictors of Response to Adjuvant Chemotherapy in Ovarian Carcinoma: Predicting Platinum Resistance", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE9891", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE9891", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE9891", "version": null, "note": "In the present study, 81 Notch pathway genes were selected to find recurrence-related genes in The Cancer Genome Atlas dataset.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "In the present study, 81 Notch pathway genes were selected to find recurrence-related genes in The Cancer Genome Atlas dataset.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM249714", "GSM249715", "GSM249716", "GSM249717", "GSM249718", "GSM249719", "GSM249720", "GSM249721", "GSM249722", "GSM249723", "GSM249724", "GSM249725", "GSM249726", "GSM249727", "GSM249728", "GSM249729", "GSM249730", "GSM249731", "GSM249732", "GSM249733", "GSM249734", "GSM249735", "GSM249736", "GSM249737", "GSM249738", "GSM249739", "GSM249740", "GSM249741", "GSM249742", "GSM249743", "GSM249744", "GSM249745", "GSM249746", "GSM249747", "GSM249748", "GSM249749", "GSM249750", "GSM249751", "GSM249752", "GSM249753", "GSM249754", "GSM249755", "GSM249756", "GSM249757", "GSM249758", "GSM249759", "GSM249760", "GSM249761", "GSM249762", "GSM249763", "GSM249764", "GSM249765", "GSM249766", "GSM249767", "GSM249768", "GSM249769", "GSM249770", "GSM249771", "GSM249773", "GSM249774", "GSM249775", "GSM249776", "GSM249777", "GSM249778", "GSM249779", "GSM249780", "GSM249781", "GSM249782", "GSM249783", "GSM249784", "GSM249785", "GSM249786", "GSM249788", "GSM249789", "GSM249790", "GSM249791", "GSM249792", "GSM249793", "GSM249794", "GSM249795", "GSM249796", "GSM249797", "GSM249798", "GSM249799", "GSM249800", "GSM249801", "GSM249802", "GSM249803", "GSM249804", "GSM249805", "GSM249806", "GSM249807", "GSM249808", "GSM249809", "GSM249810", "GSM249811", "GSM249812", "GSM249813", "GSM249814", "GSM249815", "GSM249816", "GSM249817", "GSM249818", "GSM249819", "GSM249820", "GSM249821", "GSM249822", "GSM249823", "GSM249824", "GSM249825", "GSM249826", "GSM249827", "GSM249828", "GSM249829", "GSM249830", "GSM249831", "GSM249832", "GSM249833", "GSM249834", "GSM249835", "GSM249836", "GSM249837", "GSM249838", "GSM249839", "GSM249840", "GSM249841", "GSM249842", "GSM249843", "GSM249844", "GSM249845", "GSM249846", "GSM249847", "GSM249848", "GSM249849", "GSM249850", "GSM249851", "GSM249852", "GSM249853", "GSM249854", "GSM249855", "GSM249856", "GSM249857", "GSM249858", "GSM249859", "GSM249860", "GSM249861", "GSM249862", "GSM249863", "GSM249864", "GSM249865", "GSM249866", "GSM249867", "GSM249868", "GSM249869", "GSM249870", "GSM249871", "GSM249872", "GSM249873", "GSM249874", "GSM249875", "GSM249876", "GSM249877", "GSM249878", "GSM249879", "GSM249880", "GSM249881", "GSM249882", "GSM249883", "GSM249884", "GSM249885", "GSM249886", "GSM249887", "GSM249888", "GSM249889", "GSM249890", "GSM249891", "GSM249892", "GSM249893", "GSM249894", "GSM249895", "GSM249896", "GSM249897", "GSM249898", "GSM249899", "GSM249900", "GSM249901", "GSM249902", "GSM249903", "GSM249904", "GSM249905", "GSM249906", "GSM249907", "GSM249908", "GSM249909", "GSM249910", "GSM249911", "GSM249912", "GSM249913", "GSM249914", "GSM249915", "GSM249916", "GSM249917", "GSM249918", "GSM249919", "GSM249920", "GSM249921", "GSM249922", "GSM249923", "GSM249924", "GSM249925", "GSM249926", "GSM249927", "GSM249928", "GSM249929", "GSM249930", "GSM249931", "GSM249932", "GSM249933", "GSM249934", "GSM249935", "GSM249936", "GSM249937", "GSM249938", "GSM249939", "GSM249940", "GSM249941", "GSM249942", "GSM249943", "GSM249944", "GSM249945", "GSM249946", "GSM249947", "GSM249948", "GSM249949", "GSM249950", "GSM249951", "GSM249953", "GSM249954", "GSM249955", "GSM249956", "GSM249957", "GSM249958", "GSM249959", "GSM249960", "GSM249961", "GSM249962", "GSM249963", "GSM249964", "GSM249965", "GSM249966", "GSM249967", "GSM249968", "GSM249969", "GSM249970", "GSM249971", "GSM249972", "GSM249973", "GSM249974", "GSM249975", "GSM249976", "GSM249977", "GSM249978", "GSM249979", "GSM249980", "GSM249981", "GSM249982", "GSM249983", "GSM249984", "GSM249985", "GSM249986", "GSM249987", "GSM249988", "GSM249989", "GSM249990", "GSM249991", "GSM249992", "GSM249993", "GSM249994", "GSM249995", "GSM249996", "GSM249997", "GSM249998", "GSM249999", "GSM250000", "GSM250001"], "sample_count": 285, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression profile of 285 ovarian tumour samples", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE30161 not downloaded", "asset:data:geo:GSE30161 licence not read", "asset:data:geo:GSE9891 not downloaded", "asset:data:geo:GSE9891 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Cox proportional hazards regression analyses demonstrated that the prognostic value of this 10-gene set is independent of other clinical variables in all three datasets."}}], "targets": [], "gaps": []}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["cox_ph"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: cox_proportional_hazards."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE9891", "GSE30161"], "resolved_accessions": ["GSE9891", "GSE30161"], "statements": ["In the present study, 81 Notch pathway genes were selected to find recurrence-related genes in The Cancer Genome Atlas dataset."], "basis": "The paper names GSE9891, GSE30161 in Independent dataset and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:26622736", "data:geo:GSE30161"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE30161"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T16:57:42Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 7, "usage": {"prompt_tokens": 3290, "completion_tokens": 1540, "cached_tokens": 656}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:26622736", "type": "paper", "label": "pmid:26622736"}, {"id": "source:pmid:26622736", "type": "manuscript", "label": "PMID 26622736 full text"}, {"id": "data:geo:GSE30161", "type": "dataset", "label": "GEO GSE30161"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:26622736", "type": "paper", "label": "pmid:26622736"}, {"id": "source:pmid:26622736", "type": "manuscript", "label": "PMID 26622736 full text"}, {"id": "data:geo:GSE30161", "type": "dataset", "label": "GEO GSE30161"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-26622736", "type": "extraction", "used": ["source:pmid:26622736"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE30161", "type": "accession_resolution", "used": ["data:geo:GSE30161"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:26622736", "parent_hash": "sha256:aaf38fd3ecc2ad41b059513175bd39e190e0221db7ca0395f2fd48cdc0615b8d", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE30161 licence not read", "asset:data:geo:GSE30161 not downloaded", "asset:data:geo:GSE9891 licence not read", "asset:data:geo:GSE9891 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Cox proportional hazards regression analyses demonstrated that the prognostic value of this 10-gene set is independent of other clinical variables in all three datasets."], "order_basis": "analysis_only", "id": "assay:1"}]}